Improved heart motion tracking algorithm with added acceleration measurement for beating heart surgery

Fan Liang, Xiaofeng Meng, Dengfeng Dong
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Abstract

In the CABG surgery the robot dynamically cancels the relative motion between the point of interest (POI) on the beating heart and robotic instruments, such that the surgeon can operate as if the heart is stationary. Due to high bandwidth of the POI motion, the quick and precise tracking ability of the robot system is necessary. Different from other heart motion tracking system with only position measurement, our system had both position and acceleration measurement to achieve better tracking performance. The state analysis of the physical model of surgical robotic system offered us the possibility to decrease the tracking error by adding accelerometer. The control algorithm based on the adaptive heart motion model employed the optimal tracking theory with Kalman Filter state estimation is proposed. The result showing better tracking performance is achieved by the added acceleration measurement which provided pre-lead phase over position and more dynamics. The comparison tracking results with and without acceleration measurement which was experimented on 3D test bed Phantom robotics are reported.
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改进的心脏运动跟踪算法,增加了心跳手术的加速度测量
在CABG手术中,机器人动态地消除跳动的心脏上的兴趣点(POI)与机器人仪器之间的相对运动,这样外科医生就可以像心脏静止一样进行手术。由于POI运动的高带宽,要求机器人系统具有快速、精确的跟踪能力。与其他心脏运动跟踪系统只有位置测量不同,我们的系统同时进行位置和加速度测量,以达到更好的跟踪性能。通过对手术机器人系统物理模型的状态分析,提出了通过增加加速度计来减小跟踪误差的可能性。采用卡尔曼滤波状态估计的最优跟踪理论,提出了一种基于自适应心脏运动模型的控制算法。结果表明,通过增加加速度测量,可以获得更好的跟踪性能,从而提供前置相位超过位置和更多的动态。报道了在幻影机器人三维试验台上进行的有加速度测量和无加速度测量的跟踪结果对比。
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